{
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  "metadata": {
    "colab": {
      "name": "tableQA.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K4qXc2S4DZrz"
      },
      "source": [
        "## tableQA\n",
        "\n",
        "This is a tool for querying natural language on tabular data like csvs,excel sheet,etc. The QA system converts natural language to SQL queries and feeds the dataframe to a database,upon which the generated SQL query is applied to obtain results.\n",
        "\n",
        "Some of the features of tableQA are:\n",
        "\n",
        "- Supports detection from multiple csvs\n",
        "- Support FuzzyString implementation. i.e, incomplete csv values in query can be automatically detected and filled in the query.\n",
        "- Open-Domain, No training required.\n",
        "- Add manual schema for customized experience\n",
        "- Auto-generate schemas in case schema not provided\n",
        "\n",
        "Built with the help of QA models of [huggingface transformers](https://huggingface.co/transformers/examples.html) ."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rKRfWRaB-e0H"
      },
      "source": [
        "! pip install tableqa"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O8en70TQ_AA5"
      },
      "source": [
        "! git clone https://github.com/abhijithneilabraham/tableQA/\n",
        "%cd tableQA/tableqa/"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d3BqR3zeDGgp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "outputId": "7feec6cc-d558-4e38-80d0-4d420e932731"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv(\"cleaned_data/Cancer Death - Data.csv\")\n",
        "# A first look at data\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Year</th>\n",
              "      <th>Nationality</th>\n",
              "      <th>Gender</th>\n",
              "      <th>Cancer site</th>\n",
              "      <th>Death Count</th>\n",
              "      <th>age</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>2011</td>\n",
              "      <td>Expatriate</td>\n",
              "      <td>Female</td>\n",
              "      <td>Other Cancer</td>\n",
              "      <td>2</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2011</td>\n",
              "      <td>Expatriate</td>\n",
              "      <td>Female</td>\n",
              "      <td>Kidney, renal pelvis and ureter</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2011</td>\n",
              "      <td>Expatriate</td>\n",
              "      <td>Female</td>\n",
              "      <td>Breast</td>\n",
              "      <td>1</td>\n",
              "      <td>20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>2011</td>\n",
              "      <td>Expatriate</td>\n",
              "      <td>Female</td>\n",
              "      <td>Stomach</td>\n",
              "      <td>1</td>\n",
              "      <td>30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>2011</td>\n",
              "      <td>Expatriate</td>\n",
              "      <td>Female</td>\n",
              "      <td>Leukaemia</td>\n",
              "      <td>2</td>\n",
              "      <td>30</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0  Year  ... Death Count age\n",
              "0           0  2011  ...           2  10\n",
              "1           1  2011  ...           1  10\n",
              "2           2  2011  ...           1  20\n",
              "3           3  2011  ...           1  30\n",
              "4           4  2011  ...           2  30\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jNONpdnwFfgr"
      },
      "source": [
        "- You can see the file we are trying to query is a CSV file with columns like Year, Nationality, Gender, Cancer Site, Death Count, age. Let's try to answer some questions from this dataset.\n",
        "\n",
        "Make sure you are giving the absolute path of the directory containing the csv files."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d0mx-dA2A1mf"
      },
      "source": [
        "from tableqa.agent import Agent\n",
        "\n",
        "agent = Agent(df)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9-xLcEqkHH1F"
      },
      "source": [
        "Let's try answering a important question from this dataset like:\n",
        "\n",
        "**how many deaths of age below 40 had breast cancer?**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nNUlcvjNCAMt",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4735d611-978b-41a1-92b1-62f38c4db31c"
      },
      "source": [
        "agent.query_db(\"how many deaths of age below 40 had stomach cancer?\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(24,)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lWliiZg9GOiy"
      },
      "source": [
        "- You can see that **24 people** below age 40 died with stomach cancer\n",
        "\n",
        "You can see the associated SQL query with this result. If you want to get just the associated SQL query use `get_query` function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7aHWgkFvBzze",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "1b29aa22-19e0-490f-f34e-e6dfbcd1d4d9"
      },
      "source": [
        "agent.get_query(\"how many deaths of age below 40 had stomach cancer?\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'SELECT COUNT(death_count) FROM dataframe WHERE age  < 40 AND cancer_site = \"Stomach\" '"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IIDFPP2G8ibM"
      },
      "source": [
        "- You can also visualise the output as a chart ,by passing the type of chart you want to display."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h5JT45oq8jGB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "527959ee-c4d2-4eba-ec74-ed39b3b133cc"
      },
      "source": [
        "agent.query_db(\"What are the types of cancers found in people in 2013?\", chart ='pie', size=(20,20))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Other Cancer',),\n",
              " ('Brain, nervous system',),\n",
              " ('Leukaemia',),\n",
              " ('Leukaemia',),\n",
              " ('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Cervix uteri',),\n",
              " ('Other pharynx',),\n",
              " ('Other Cancer',),\n",
              " ('Stomach',),\n",
              " ('Colorectum',),\n",
              " ('Breast',),\n",
              " ('Stomach',),\n",
              " ('Ovary',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Gallbladder and extrahepatic ducts',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Ovary',),\n",
              " ('Melanoma of skin',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Pancreas',),\n",
              " ('Lip, oral cavity',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Breast',),\n",
              " ('Pancreas',),\n",
              " ('Other Cancer',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Ovary',),\n",
              " ('Other Cancer',),\n",
              " ('Non-melanoma skin cancer',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Pancreas',),\n",
              " ('Ovary',),\n",
              " ('Lip, oral cavity',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Pancreas',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Breast',),\n",
              " ('Stomach',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Colorectum',),\n",
              " ('Breast',),\n",
              " ('Bladder',),\n",
              " ('Other pharynx',),\n",
              " ('Breast',),\n",
              " ('Breast',),\n",
              " ('Brain, nervous system',),\n",
              " ('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Brain, nervous system',),\n",
              " ('Brain, nervous system',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Brain, nervous system',),\n",
              " ('Brain, nervous system',),\n",
              " ('Leukaemia',),\n",
              " ('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Brain, nervous system',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Leukaemia',),\n",
              " ('Stomach',),\n",
              " ('Other Cancer',),\n",
              " ('Lymphoma',),\n",
              " ('Kaposi sarcoma',),\n",
              " ('Colorectum',),\n",
              " ('Stomach',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Lip, oral cavity',),\n",
              " ('Leukaemia',),\n",
              " ('Bladder',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Pancreas',),\n",
              " ('Multiple myeloma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Other Cancer',),\n",
              " ('Oesophagus',),\n",
              " ('Multiple myeloma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Larynx',),\n",
              " ('Colorectum',),\n",
              " ('Bladder',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Pancreas',),\n",
              " ('Multiple myeloma',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Lip, oral cavity',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Brain, nervous system',),\n",
              " ('Bladder',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Prostate',),\n",
              " ('Pancreas',),\n",
              " ('Other Cancer',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Colorectum',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Prostate',),\n",
              " ('Pancreas',),\n",
              " ('Other Cancer',),\n",
              " ('Multiple myeloma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Brain, nervous system',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Thyroid',),\n",
              " ('Prostate',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Bladder',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Oesophagus',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Brain, nervous system',),\n",
              " ('Bladder',),\n",
              " ('Thyroid',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Cervix uteri',),\n",
              " ('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Testis',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Other Cancer',),\n",
              " ('Oesophagus',),\n",
              " ('Brain, nervous system',),\n",
              " ('Stomach',),\n",
              " ('Colorectum',),\n",
              " ('Other Cancer',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Breast',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Pancreas',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Breast',),\n",
              " ('Ovary',),\n",
              " ('Other Cancer',),\n",
              " ('Breast',),\n",
              " ('Brain, nervous system',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Cervix uteri',),\n",
              " ('Other Cancer',),\n",
              " ('Oesophagus',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Cervix uteri',),\n",
              " ('Brain, nervous system',),\n",
              " ('Stomach',),\n",
              " ('Pancreas',),\n",
              " ('Ovary',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Larynx',),\n",
              " ('Cervix uteri',),\n",
              " ('Brain, nervous system',),\n",
              " ('Bladder',),\n",
              " ('Breast',),\n",
              " ('Brain, nervous system',),\n",
              " ('Leukaemia',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Breast',),\n",
              " ('Lymphoma',),\n",
              " ('Other Cancer',),\n",
              " ('Lymphoma',),\n",
              " ('Leukaemia',),\n",
              " ('Other Cancer',),\n",
              " ('Other Cancer',),\n",
              " ('Leukaemia',),\n",
              " ('Leukaemia',),\n",
              " ('Leukaemia',),\n",
              " ('Brain, nervous system',),\n",
              " ('Multiple myeloma',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Other pharynx',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Colorectum',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Pancreas',),\n",
              " ('Colorectum',),\n",
              " ('Brain, nervous system',),\n",
              " ('Other Cancer',),\n",
              " ('Melanoma of skin',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Colorectum',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Multiple myeloma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Brain, nervous system',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Prostate',),\n",
              " ('Pancreas',),\n",
              " ('Oesophagus',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Colorectum',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Lymphoma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Gallbladder and extrahepatic ducts',),\n",
              " ('Colorectum',),\n",
              " ('Brain, nervous system',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Other Cancer',),\n",
              " ('Multiple myeloma',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Trachea, bronchus and lung',),\n",
              " ('Stomach',),\n",
              " ('Prostate',),\n",
              " ('Pancreas',),\n",
              " ('Liver and intrahepatic bile ducts',),\n",
              " ('Leukaemia',),\n",
              " ('Kidney, renal pelvis and ureter',),\n",
              " ('Colorectum',)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 1440x1440 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L2V5YgLXHfIG"
      },
      "source": [
        "- Let's try another question:\n",
        "\n",
        "`Get me the average death count per year of stomach cancer deaths?`"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dzZMvn5XCpB9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "d1ee0eee-472f-47cc-9dc1-70dee9426966"
      },
      "source": [
        "agent.query_db(\"Get me the average death count per year of stomach cancer deaths?\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(1.2877697841726619,)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ois6kYZA7ex-"
      },
      "source": [
        "Using a manual schema can improve the perfomance, i.e , you can give keywords related to the csv names or column names, which allows the user to have more control over the output. A schema format can be seen below:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tN3JF--28k30"
      },
      "source": [
        "Schema Format:\n",
        "{\n",
        "    \"name\": DATABASE NAME,\n",
        "    \"keywords\":[DATABASE KEYWORDS],\n",
        "    \"columns\":\n",
        "    [\n",
        "        {\n",
        "        \"name\": COLUMN 1 NAME,\n",
        "        \"mapping\":{\n",
        "            CATEGORY 1: [CATEGORY 1 KEYWORDS],\n",
        "            CATEGORY 2: [CATEGORY 2 KEYWORDS]\n",
        "        }\n",
        "\n",
        "        },\n",
        "        {\n",
        "        \"name\": COLUMN 2 NAME,\n",
        "        \"keywords\": [COLUMN 2 KEYWORDS]\n",
        "        },\n",
        "        {\n",
        "        \"name\": \"COLUMN 3 NAME\",\n",
        "        \"keywords\": [COLUMN 3 KEYWORDS],\n",
        "        \"summable\":\"True\"\n",
        "        }\n",
        "    ]\n",
        "}\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IMJm8ZgU8lyT"
      },
      "source": [
        "-\"Mappings\" are for those columns whose values have only few distinct classes.i.e, Gender in the above cancer death data have only two distinct classes, Male and Female.\n",
        "\n",
        "-Include only the column names which need to have manual \"keywords\" or \"mappings\".Rest will will be autogenerated.\n",
        "\n",
        "-\"summable\" is included for Numeric Type columns whose values are already count representations. Eg. Death Count,Cases etc. consists values which already represent a count.\n",
        "\n",
        "You can see the schema of cancer death data below."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l4KXiCI29Hs2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "f31003dc-69a3-46fe-a5f9-e14e935b6333"
      },
      "source": [
        "import json\n",
        "file=open('schema/Cancer Death - Data.json')\n",
        "schema_file=json.load(file)\n",
        "print(schema_file)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'name': 'Cancer Death', 'columns': [{'name': 'Nationality', 'mapping': {'National': ['national', 'nationals', 'citizen', 'citizens', 'emarati', 'emaratis'], 'Expatriate': ['expatriate', 'foreigner', 'foreigners', 'immigrant', 'immgrants', 'foreign']}}, {'name': 'Gender', 'mapping': {'Male': ['male', 'males', 'man', 'men', 'boys'], 'Female': ['female', 'females', 'woman', 'women', 'girls']}}, {'name': 'Cancer site', 'keywords': ['type of cancer', 'cancer location']}, {'name': 'Death Count', 'keywords': ['died', 'death', 'dead'], 'summable': 'True'}]}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tW_8FZsz9_iy"
      },
      "source": [
        "Using a schema:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ICmG2dNY99YA"
      },
      "source": [
        "agent = Agent(df,schema_file)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JiGTL7vF_09l",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1763ae61-f772-4262-d829-32b1728a5825"
      },
      "source": [
        "agent.query_db(\"how many deaths of age below 40 had stomach cancer?\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(24,)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qMaKg2rEm70D"
      },
      "source": [
        "You can also input multiple csvs and schemas and detect the corresponding csv,by giving the absolute path to the directories of  csvs and their respective schemas as shown below. Using a schema is optional."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HxA1qiutm5fB"
      },
      "source": [
        "csv_path=\"/content/tableQA/tableqa/cleaned_data\"\n",
        "schema_path=\"/content/tableQA/tableqa/schema\"\n",
        "\n",
        "agent=Agent(csv_path,schema_path)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iI4l4IeiIAX5"
      },
      "source": [
        "If you liked this project, feel free to give a ⭐ in the [github repository](https://github.com/abhijithneilabraham/tableQA). Learn about more of it's features in the [README](https://github.com/abhijithneilabraham/tableQA/blob/master/README.md)."
      ]
    }
  ]
}